{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## K近邻"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "ddba2ba4473a99f3"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import seaborn as sns\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, classification_report, silhouette_score"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-05-26T12:49:43.414640Z",
     "start_time": "2025-05-26T12:49:43.407872Z"
    }
   },
   "id": "7a8a3a59eaf7ad64",
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 加载数据集"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "46317168f7045108"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "# 加载 CIFAR-10 数据集\n",
    "def unpickle(file):\n",
    "    import pickle\n",
    "    with open(file, 'rb') as fo:\n",
    "        dict = pickle.load(fo, encoding='bytes')\n",
    "    return dict\n",
    "data_dir = r'D:\\Machine_learning\\jiqixuexi\\cifar-10-python\\cifar-10-batches-py'\n",
    "train_data = []\n",
    "train_labels = []\n",
    "for batch in range(1, 6):\n",
    "    batch_file = f'{data_dir}\\\\data_batch_{batch}'\n",
    "    batch_data = unpickle(batch_file)\n",
    "    train_data.extend(batch_data[b'data'])\n",
    "    train_labels.extend(batch_data[b'labels'])\n",
    "test_data = unpickle(f'{data_dir}\\\\test_batch')[b'data']\n",
    "test_labels = unpickle(f'{data_dir}\\\\test_batch')[b'labels']\n",
    "# 数据预处理\n",
    "train_data = np.array(train_data)\n",
    "train_labels = np.array(train_labels)\n",
    "test_data = np.array(test_data)\n",
    "test_labels = np.array(test_labels)\n",
    "# 将图像数据展平为一维向量并归一化\n",
    "train_data = train_data.reshape(train_data.shape[0], -1) / 255.0\n",
    "test_data = test_data.reshape(test_data.shape[0], -1) / 255.0\n",
    "# 使用 PCA 进行降维\n",
    "pca = PCA(n_components=0.95)  # 保留 95% 的方差\n",
    "train_data = pca.fit_transform(train_data)\n",
    "test_data = pca.transform(test_data)\n",
    "# 标准化数据\n",
    "scaler = StandardScaler()\n",
    "train_data = scaler.fit_transform(train_data)\n",
    "test_data = scaler.transform(test_data)\n",
    "# 划分训练集和验证集\n",
    "X_train, X_val, y_train, y_val = train_test_split(train_data, train_labels, test_size=0.1, random_state=42)\n",
    "# 训练 K 近邻模型\n",
    "k = 5  # 选择 K 值\n",
    "knn = KNeighborsClassifier(n_neighbors=k)\n",
    "knn.fit(X_train, y_train)\n",
    "# 预测\n",
    "y_pred = knn.predict(X_val)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-05-26T12:32:55.719661Z",
     "start_time": "2025-05-26T12:13:50.775021Z"
    }
   },
   "id": "9e3bb64b2717b636",
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.2178\n",
      "Precision: 0.4251775376970433\n",
      "Recall: 0.2178\n",
      "F1-score: 0.164124342680193\n",
      "Confusion Matrix:\n",
      " [[215   0  41   6  42   1   2   0 169   0]\n",
      " [106  30  56   3 106   2  15   1 168   0]\n",
      " [139   2 145   9 160   2  12   0  58   0]\n",
      " [154   0 109  37 146   9  13   0  54   1]\n",
      " [ 98   0  66   3 267   0   7   0  45   0]\n",
      " [137   1 148  29 114  18   8   0  49   0]\n",
      " [107   0  75  11 198   3  48   0  43   0]\n",
      " [110   0  95   8 204   4  11  19  58   0]\n",
      " [119   2  26   4  39   2   2   1 308   0]\n",
      " [ 84   1  65  10 125   3  12   1 197   2]]\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.17      0.45      0.25       476\n",
      "           1       0.83      0.06      0.11       487\n",
      "           2       0.18      0.28      0.21       527\n",
      "           3       0.31      0.07      0.12       523\n",
      "           4       0.19      0.55      0.28       486\n",
      "           5       0.41      0.04      0.07       504\n",
      "           6       0.37      0.10      0.16       485\n",
      "           7       0.86      0.04      0.07       509\n",
      "           8       0.27      0.61      0.37       503\n",
      "           9       0.67      0.00      0.01       500\n",
      "\n",
      "    accuracy                           0.22      5000\n",
      "   macro avg       0.43      0.22      0.16      5000\n",
      "weighted avg       0.43      0.22      0.16      5000\n"
     ]
    }
   ],
   "source": [
    "# 计算性能指标\n",
    "accuracy = accuracy_score(y_val, y_pred)\n",
    "precision = precision_score(y_val, y_pred, average='weighted')\n",
    "recall = recall_score(y_val, y_pred, average='weighted')\n",
    "f1 = f1_score(y_val, y_pred, average='weighted')\n",
    "conf_matrix = confusion_matrix(y_val, y_pred)\n",
    "class_report = classification_report(y_val, y_pred)\n",
    "# 输出结果\n",
    "print(\"Accuracy:\", accuracy)\n",
    "print(\"Precision:\", precision)\n",
    "print(\"Recall:\", recall)\n",
    "print(\"F1-score:\", f1)\n",
    "print(\"Confusion Matrix:\\n\", conf_matrix)\n",
    "print(\"Classification Report:\\n\", class_report)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-05-26T12:49:56.398882Z",
     "start_time": "2025-05-26T12:49:56.366991Z"
    }
   },
   "id": "903861582b428e78",
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette Coefficient: -0.018467749482916185\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制混淆矩阵热力图\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"KNN - Confusion Matrix (CIFAR-10)\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()\n",
    "# 计算轮廓系数\n",
    "silhouette_avg = silhouette_score(X_val, y_pred)\n",
    "print(\"Silhouette Coefficient:\", silhouette_avg)\n",
    "\n",
    "# 可视化聚类结果\n",
    "# 使用 PCA 将数据降到 2 维进行可视化\n",
    "pca_visual = PCA(n_components=2)\n",
    "X_val_pca = pca_visual.fit_transform(X_val)\n",
    "plt.figure(figsize=(10, 6))\n",
    "scatter = plt.scatter(X_val_pca[:, 0], X_val_pca[:, 1], c=y_pred, cmap='viridis')\n",
    "plt.title(\"KNN Clustering Results (CIFAR-10)\")\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.colorbar(scatter)\n",
    "plt.show()"
   ],
   "metadata": {
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